Overview

Dataset statistics

Number of variables15
Number of observations404
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory47.5 KiB
Average record size in memory120.3 B

Variable types

Numeric14
Categorical1

Warnings

RAD is highly correlated with TAXHigh correlation
TAX is highly correlated with RADHigh correlation
df_index has unique values Unique
ZN has 293 (72.5%) zeros Zeros

Reproduction

Analysis started2021-03-13 13:42:27.495928
Analysis finished2021-03-13 13:43:10.460997
Duration42.97 seconds
Software versionpandas-profiling v2.11.0
Download configurationconfig.yaml

Variables

df_index
Real number (ℝ≥0)

UNIQUE

Distinct404
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean246.8143564
Minimum0
Maximum505
Zeros1
Zeros (%)0.2%
Memory size3.3 KiB

Quantile statistics

Minimum0
5-th percentile25.15
Q1121.75
median245
Q3373.25
95-th percentile473.7
Maximum505
Range505
Interquartile range (IQR)251.5

Descriptive statistics

Standard deviation145.3223257
Coefficient of variation (CV)0.5887920291
Kurtosis-1.194203186
Mean246.8143564
Median Absolute Deviation (MAD)126.5
Skewness0.05370653547
Sum99713
Variance21118.57835
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
01
 
0.2%
3221
 
0.2%
3381
 
0.2%
3371
 
0.2%
3361
 
0.2%
3351
 
0.2%
3331
 
0.2%
3321
 
0.2%
3311
 
0.2%
3281
 
0.2%
Other values (394)394
97.5%
ValueCountFrequency (%)
01
0.2%
11
0.2%
21
0.2%
31
0.2%
71
0.2%
ValueCountFrequency (%)
5051
0.2%
5041
0.2%
5021
0.2%
5001
0.2%
4991
0.2%

CRIM
Real number (ℝ≥0)

Distinct402
Distinct (%)99.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.69745495
Minimum0.00632
Maximum88.9762
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum0.00632
5-th percentile0.027358
Q10.0825975
median0.234405
Q33.5949275
95-th percentile16.67119
Maximum88.9762
Range88.96988
Interquartile range (IQR)3.51233

Descriptive statistics

Standard deviation9.146742709
Coefficient of variation (CV)2.473794226
Kurtosis35.63375544
Mean3.69745495
Median Absolute Deviation (MAD)0.199565
Skewness5.227843948
Sum1493.7718
Variance83.66290219
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.015012
 
0.5%
14.33372
 
0.5%
0.578341
 
0.2%
0.035481
 
0.2%
0.955771
 
0.2%
0.041131
 
0.2%
0.035371
 
0.2%
1.387991
 
0.2%
0.520141
 
0.2%
0.976171
 
0.2%
Other values (392)392
97.0%
ValueCountFrequency (%)
0.006321
0.2%
0.009061
0.2%
0.013011
0.2%
0.013111
0.2%
0.01361
0.2%
ValueCountFrequency (%)
88.97621
0.2%
73.53411
0.2%
67.92081
0.2%
51.13581
0.2%
45.74611
0.2%

ZN
Real number (ℝ≥0)

ZEROS

Distinct25
Distinct (%)6.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.52722772
Minimum0
Maximum100
Zeros293
Zeros (%)72.5%
Memory size3.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q320
95-th percentile80
Maximum100
Range100
Interquartile range (IQR)20

Descriptive statistics

Standard deviation23.28828396
Coefficient of variation (CV)2.020284888
Kurtosis4.15345176
Mean11.52722772
Median Absolute Deviation (MAD)0
Skewness2.234782342
Sum4657
Variance542.34417
MonotocityNot monotonic
Histogram with fixed size bins (bins=25)
ValueCountFrequency (%)
0293
72.5%
2019
 
4.7%
8011
 
2.7%
259
 
2.2%
229
 
2.2%
12.57
 
1.7%
406
 
1.5%
305
 
1.2%
905
 
1.2%
455
 
1.2%
Other values (15)35
 
8.7%
ValueCountFrequency (%)
0293
72.5%
12.57
 
1.7%
17.51
 
0.2%
181
 
0.2%
2019
 
4.7%
ValueCountFrequency (%)
1001
 
0.2%
953
0.7%
905
1.2%
852
 
0.5%
82.51
 
0.2%

INDUS
Real number (ℝ≥0)

Distinct72
Distinct (%)17.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.0775
Minimum0.46
Maximum27.74
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum0.46
5-th percentile2.18
Q15.19
median9.125
Q318.1
95-th percentile21.89
Maximum27.74
Range27.28
Interquartile range (IQR)12.91

Descriptive statistics

Standard deviation6.848411921
Coefficient of variation (CV)0.6182272102
Kurtosis-1.232672408
Mean11.0775
Median Absolute Deviation (MAD)5.715
Skewness0.3126345632
Sum4475.31
Variance46.90074584
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
18.1104
25.7%
19.5823
 
5.7%
8.1418
 
4.5%
6.213
 
3.2%
21.8912
 
3.0%
3.9710
 
2.5%
10.5910
 
2.5%
5.869
 
2.2%
6.918
 
2.0%
8.568
 
2.0%
Other values (62)189
46.8%
ValueCountFrequency (%)
0.461
0.2%
0.741
0.2%
1.211
0.2%
1.221
0.2%
1.251
0.2%
ValueCountFrequency (%)
27.743
 
0.7%
25.657
 
1.7%
21.8912
 
3.0%
19.5823
 
5.7%
18.1104
25.7%

CHAS
Categorical

Distinct2
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size3.3 KiB
0.0
372 
1.0
 
32

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters1212
Distinct characters3
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0
ValueCountFrequency (%)
0.0372
92.1%
1.032
 
7.9%
Histogram of lengths of the category
ValueCountFrequency (%)
0.0372
92.1%
1.032
 
7.9%

Most occurring characters

ValueCountFrequency (%)
0776
64.0%
.404
33.3%
132
 
2.6%

Most occurring categories

ValueCountFrequency (%)
Decimal Number808
66.7%
Other Punctuation404
33.3%

Most frequent character per category

ValueCountFrequency (%)
0776
96.0%
132
 
4.0%
ValueCountFrequency (%)
.404
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common1212
100.0%

Most frequent character per script

ValueCountFrequency (%)
0776
64.0%
.404
33.3%
132
 
2.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII1212
100.0%

Most frequent character per block

ValueCountFrequency (%)
0776
64.0%
.404
33.3%
132
 
2.6%

NOX
Real number (ℝ≥0)

Distinct76
Distinct (%)18.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5530262376
Minimum0.385
Maximum0.871
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum0.385
5-th percentile0.40915
Q10.448
median0.535
Q30.624
95-th percentile0.74
Maximum0.871
Range0.486
Interquartile range (IQR)0.176

Descriptive statistics

Standard deviation0.1168946844
Coefficient of variation (CV)0.2113727641
Kurtosis-0.07277225706
Mean0.5530262376
Median Absolute Deviation (MAD)0.089
Skewness0.7496713633
Sum223.4226
Variance0.01366436725
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.53819
 
4.7%
0.71317
 
4.2%
0.43715
 
3.7%
0.87113
 
3.2%
0.48913
 
3.2%
0.62412
 
3.0%
0.69311
 
2.7%
0.60510
 
2.5%
0.749
 
2.2%
0.79
 
2.2%
Other values (66)276
68.3%
ValueCountFrequency (%)
0.3851
 
0.2%
0.3922
0.5%
0.3941
 
0.2%
0.43
0.7%
0.4013
0.7%
ValueCountFrequency (%)
0.87113
3.2%
0.777
1.7%
0.749
2.2%
0.7183
 
0.7%
0.71317
4.2%

RM
Real number (ℝ≥0)

Distinct366
Distinct (%)90.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.268792079
Minimum3.561
Maximum8.78
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum3.561
5-th percentile5.31
Q15.87675
median6.179
Q36.6265
95-th percentile7.4676
Maximum8.78
Range5.219
Interquartile range (IQR)0.74975

Descriptive statistics

Standard deviation0.6892286632
Coefficient of variation (CV)0.1099460079
Kurtosis1.676887523
Mean6.268792079
Median Absolute Deviation (MAD)0.3405
Skewness0.2821905315
Sum2532.592
Variance0.4750361502
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
6.1673
 
0.7%
6.2293
 
0.7%
5.7133
 
0.7%
6.4052
 
0.5%
6.3152
 
0.5%
6.9512
 
0.5%
6.1272
 
0.5%
6.7272
 
0.5%
6.1932
 
0.5%
6.3762
 
0.5%
Other values (356)381
94.3%
ValueCountFrequency (%)
3.5611
0.2%
3.8631
0.2%
4.1381
0.2%
4.3681
0.2%
4.5191
0.2%
ValueCountFrequency (%)
8.781
0.2%
8.3981
0.2%
8.3751
0.2%
8.2971
0.2%
8.2591
0.2%

AGE
Real number (ℝ≥0)

Distinct302
Distinct (%)74.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean67.93564356
Minimum2.9
Maximum100
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum2.9
5-th percentile17.5
Q143.25
median76.8
Q393.825
95-th percentile100
Maximum100
Range97.1
Interquartile range (IQR)50.575

Descriptive statistics

Standard deviation28.56318609
Coefficient of variation (CV)0.4204447709
Kurtosis-1.009870706
Mean67.93564356
Median Absolute Deviation (MAD)20.2
Skewness-0.5791546473
Sum27446
Variance815.8555998
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
10035
 
8.7%
87.94
 
1.0%
964
 
1.0%
95.63
 
0.7%
97.33
 
0.7%
97.93
 
0.7%
95.43
 
0.7%
973
 
0.7%
36.63
 
0.7%
94.13
 
0.7%
Other values (292)340
84.2%
ValueCountFrequency (%)
2.91
0.2%
61
0.2%
6.21
0.2%
6.51
0.2%
6.62
0.5%
ValueCountFrequency (%)
10035
8.7%
99.31
 
0.2%
99.11
 
0.2%
98.91
 
0.2%
98.82
 
0.5%

DIS
Real number (ℝ≥0)

Distinct339
Distinct (%)83.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.826110644
Minimum1.1296
Maximum12.1265
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum1.1296
5-th percentile1.45632
Q12.10535
median3.2986
Q35.141475
95-th percentile7.935835
Maximum12.1265
Range10.9969
Interquartile range (IQR)3.036125

Descriptive statistics

Standard deviation2.120998991
Coefficient of variation (CV)0.5543485771
Kurtosis0.527037588
Mean3.826110644
Median Absolute Deviation (MAD)1.33105
Skewness1.018401402
Sum1545.7487
Variance4.498636721
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
3.49525
 
1.2%
5.72094
 
1.0%
5.28734
 
1.0%
6.81474
 
1.0%
5.40074
 
1.0%
7.31723
 
0.7%
6.47983
 
0.7%
7.3093
 
0.7%
4.81223
 
0.7%
3.94543
 
0.7%
Other values (329)368
91.1%
ValueCountFrequency (%)
1.12961
0.2%
1.1371
0.2%
1.16911
0.2%
1.17421
0.2%
1.31631
0.2%
ValueCountFrequency (%)
12.12651
0.2%
10.71031
0.2%
10.58572
0.5%
9.22291
0.2%
9.22032
0.5%

RAD
Real number (ℝ≥0)

HIGH CORRELATION

Distinct9
Distinct (%)2.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.47029703
Minimum1
Maximum24
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum1
5-th percentile2
Q14
median5
Q324
95-th percentile24
Maximum24
Range23
Interquartile range (IQR)20

Descriptive statistics

Standard deviation8.680236753
Coefficient of variation (CV)0.9165749211
Kurtosis-0.8248875946
Mean9.47029703
Median Absolute Deviation (MAD)2
Skewness1.02475827
Sum3826
Variance75.34651009
MonotocityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
24104
25.7%
592
22.8%
485
21.0%
332
 
7.9%
222
 
5.4%
621
 
5.2%
818
 
4.5%
715
 
3.7%
115
 
3.7%
ValueCountFrequency (%)
115
 
3.7%
222
 
5.4%
332
 
7.9%
485
21.0%
592
22.8%
ValueCountFrequency (%)
24104
25.7%
818
 
4.5%
715
 
3.7%
621
 
5.2%
592
22.8%

TAX
Real number (ℝ≥0)

HIGH CORRELATION

Distinct63
Distinct (%)15.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean403.2574257
Minimum187
Maximum711
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum187
5-th percentile216.9
Q1277
median329
Q3666
95-th percentile666
Maximum711
Range524
Interquartile range (IQR)389

Descriptive statistics

Standard deviation169.0304804
Coefficient of variation (CV)0.4191627223
Kurtosis-1.100215829
Mean403.2574257
Median Absolute Deviation (MAD)74
Skewness0.7026853169
Sum162916
Variance28571.30329
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
666104
25.7%
30731
 
7.7%
40323
 
5.7%
43712
 
3.0%
39811
 
2.7%
27710
 
2.5%
30410
 
2.5%
26410
 
2.5%
3309
 
2.2%
3848
 
2.0%
Other values (53)176
43.6%
ValueCountFrequency (%)
1871
 
0.2%
1887
1.7%
1937
1.7%
1981
 
0.2%
2165
1.2%
ValueCountFrequency (%)
7113
 
0.7%
666104
25.7%
4691
 
0.2%
43712
 
3.0%
4327
 
1.7%

PTRATIO
Real number (ℝ≥0)

Distinct46
Distinct (%)11.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.43861386
Minimum12.6
Maximum22
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum12.6
5-th percentile14.7
Q117.225
median19
Q320.2
95-th percentile21
Maximum22
Range9.4
Interquartile range (IQR)2.975

Descriptive statistics

Standard deviation2.169468737
Coefficient of variation (CV)0.1176589929
Kurtosis-0.2321044426
Mean18.43861386
Median Absolute Deviation (MAD)1.2
Skewness-0.8066332559
Sum7449.2
Variance4.7065946
MonotocityNot monotonic
Histogram with fixed size bins (bins=46)
ValueCountFrequency (%)
20.2111
27.5%
14.725
 
6.2%
2121
 
5.2%
17.819
 
4.7%
18.616
 
4.0%
19.116
 
4.0%
19.215
 
3.7%
16.615
 
3.7%
17.413
 
3.2%
21.212
 
3.0%
Other values (36)141
34.9%
ValueCountFrequency (%)
12.63
 
0.7%
1310
 
2.5%
13.61
 
0.2%
14.41
 
0.2%
14.725
6.2%
ValueCountFrequency (%)
222
 
0.5%
21.212
3.0%
21.11
 
0.2%
2121
5.2%
20.98
 
2.0%

B
Real number (ℝ≥0)

Distinct287
Distinct (%)71.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean357.1536881
Minimum0.32
Maximum396.9
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum0.32
5-th percentile88.049
Q1376.0925
median391.575
Q3396.1575
95-th percentile396.9
Maximum396.9
Range396.58
Interquartile range (IQR)20.065

Descriptive statistics

Standard deviation91.5416474
Coefficient of variation (CV)0.2563088397
Kurtosis7.383862826
Mean357.1536881
Median Absolute Deviation (MAD)5.325
Skewness-2.921604753
Sum144290.09
Variance8379.873208
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
396.996
 
23.8%
395.243
 
0.7%
393.743
 
0.7%
341.62
 
0.5%
395.622
 
0.5%
377.072
 
0.5%
376.142
 
0.5%
393.232
 
0.5%
395.582
 
0.5%
392.782
 
0.5%
Other values (277)288
71.3%
ValueCountFrequency (%)
0.321
0.2%
2.521
0.2%
2.61
0.2%
3.51
0.2%
3.651
0.2%
ValueCountFrequency (%)
396.996
23.8%
396.331
 
0.2%
396.281
 
0.2%
396.241
 
0.2%
396.231
 
0.2%

LSTAT
Real number (ℝ≥0)

Distinct366
Distinct (%)90.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.7785396
Minimum1.73
Maximum37.97
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum1.73
5-th percentile3.7045
Q17.0925
median11.465
Q317.1025
95-th percentile26.8125
Maximum37.97
Range36.24
Interquartile range (IQR)10.01

Descriptive statistics

Standard deviation7.216402642
Coefficient of variation (CV)0.5647282761
Kurtosis0.5613141428
Mean12.7785396
Median Absolute Deviation (MAD)4.82
Skewness0.9211819112
Sum5162.53
Variance52.07646709
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
8.053
 
0.7%
7.793
 
0.7%
6.363
 
0.7%
18.133
 
0.7%
15.172
 
0.5%
23.982
 
0.5%
13.152
 
0.5%
10.112
 
0.5%
3.762
 
0.5%
14.812
 
0.5%
Other values (356)380
94.1%
ValueCountFrequency (%)
1.731
0.2%
1.981
0.2%
2.871
0.2%
2.941
0.2%
2.971
0.2%
ValueCountFrequency (%)
37.971
0.2%
36.981
0.2%
34.771
0.2%
34.411
0.2%
34.371
0.2%

MEDV
Real number (ℝ≥0)

Distinct210
Distinct (%)52.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean22.52227723
Minimum5
Maximum50
Zeros0
Zeros (%)0.0%
Memory size3.3 KiB

Quantile statistics

Minimum5
5-th percentile10.23
Q117.175
median21.05
Q325.225
95-th percentile42.15
Maximum50
Range45
Interquartile range (IQR)8.05

Descriptive statistics

Standard deviation8.998990777
Coefficient of variation (CV)0.3995595421
Kurtosis1.469384182
Mean22.52227723
Median Absolute Deviation (MAD)3.95
Skewness1.056975148
Sum9099
Variance80.981835
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
5011
 
2.7%
23.17
 
1.7%
256
 
1.5%
20.66
 
1.5%
21.25
 
1.2%
17.85
 
1.2%
21.75
 
1.2%
19.65
 
1.2%
225
 
1.2%
21.45
 
1.2%
Other values (200)344
85.1%
ValueCountFrequency (%)
52
0.5%
5.61
 
0.2%
72
0.5%
7.23
0.7%
7.41
 
0.2%
ValueCountFrequency (%)
5011
2.7%
48.81
 
0.2%
48.51
 
0.2%
46.71
 
0.2%
461
 
0.2%

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

First rows

df_indexCRIMZNINDUSCHASNOXRMAGEDISRADTAXPTRATIOBLSTATMEDV
0420.141500.06.910.00.4486.1696.65.72093.0233.017.9383.375.8125.3
1580.1544525.05.130.00.4536.14529.27.81488.0284.019.7390.686.8623.3
238516.811800.018.100.00.7005.27798.11.426124.0666.020.2396.9030.817.2
3780.056460.012.830.00.4376.23253.75.01415.0398.018.7386.4012.3421.2
44248.792120.018.100.00.5845.56570.62.063524.0666.020.23.6517.1611.7
51601.273460.019.581.00.6056.25092.61.79845.0403.014.7338.925.5027.0
61850.060470.02.460.00.4886.15368.83.27973.0193.017.8387.1113.1529.6
71010.114320.08.560.00.5206.78171.32.85615.0384.020.9395.587.6726.5
82680.5405020.03.970.00.5757.47052.62.87205.0264.013.0390.303.1643.5
91730.091780.04.050.00.5106.41684.12.64635.0296.016.6395.509.0423.6

Last rows

df_indexCRIMZNINDUSCHASNOXRMAGEDISRADTAXPTRATIOBLSTATMEDV
3944489.329090.018.100.00.71306.18598.72.261624.0666.020.2396.9018.1314.1
3953350.039610.05.190.00.51506.03734.55.98535.0224.020.2396.908.0121.1
3961330.329820.021.890.00.62405.82295.42.46994.0437.021.2388.6915.0318.4
3972030.0351095.02.680.00.41617.85333.25.11804.0224.014.7392.783.8148.5
3983938.644760.018.100.00.69306.19392.61.791224.0666.020.2396.9015.1713.8
3992550.0354880.03.640.00.39205.87619.19.22031.0315.016.4395.189.2520.9
400720.091640.010.810.00.41306.0657.85.28734.0305.019.2390.915.5222.8
4013965.872050.018.100.00.69306.40596.01.676824.0666.020.2396.9019.3712.5
4022350.330450.06.200.00.50706.08661.53.65198.0307.017.4376.7510.8824.0
403370.080140.05.960.00.49905.85041.53.93425.0279.019.2396.908.7721.0